{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3d0efed1-eca7-4470-bed1-a2242b509c12",
   "metadata": {},
   "source": [
    "# Traffic Flow Forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fa5719e3-a811-4bd8-9119-0c8f85ea3b09",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_absolute_error, \\\n",
    "                            mean_absolute_percentage_error, \\\n",
    "                            mean_squared_error, root_mean_squared_error, \\\n",
    "                            r2_score\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import TensorDataset, DataLoader, Dataset\n",
    "from torchinfo import summary\n",
    "\n",
    "np.random.seed(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c94c11eb-8352-4e4d-a697-26d3321fdbd0",
   "metadata": {},
   "source": [
    "## 数据集加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b78edcce-2748-485f-8c1a-c7279566ecbc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26208, 358, 1)\n"
     ]
    }
   ],
   "source": [
    "pems03_data = np.load('./PEMS03/pems03.npz')\n",
    "traffic_data = pems03_data['data']\n",
    "print(traffic_data.shape) # 91天*24小时*12(5分钟统计一次流量数据)，探测器数量358，特征数 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4126dcfa-bac5-4c80-a121-c6d77d2d3aa3",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = traffic_data[:, 0, 0] # 第一个探测器的交通流量数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "66a9ec89-cad6-4b3e-884d-f8a7d20c119e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18, 6))\n",
    "plt.style.use('_mpl-gallery')\n",
    "plt.plot(np.arange(len(data)), data, linestyle= '-')\n",
    "fig.autofmt_xdate(rotation= 45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19bad8e7-3c57-42ad-8687-49c9988a2095",
   "metadata": {},
   "source": [
    "**Feature Scaling (normalisation)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cba991e2-bddb-49f1-93d5-b9e027e7b25a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "skewness: 0.22\n",
      "kurtosis: 2.10\n"
     ]
    }
   ],
   "source": [
    "# 计算偏度\n",
    "skewness = stats.skew(data)\n",
    "print(\"skewness: {:.2f}\".format(skewness))\n",
    "\n",
    "# 计算峰度\n",
    "# fisher=False表示使用Pearson的定义，峰度应该接近 3\n",
    "kurtosis = stats.kurtosis(data, fisher=False)  \n",
    "print(\"kurtosis: {:.2f}\".format(kurtosis))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "36df36ec-fc4c-4c9d-9235-03c63b2259c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 重塑数组\n",
    "data = data.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30dd29f1-2a5c-4c8e-9908-efa900494007",
   "metadata": {},
   "source": [
    "`reshape` 方法用于改变数组的形状。第一个参数 `-1` 表示自动推断该维度的大小，使得数组在保持总元素数量不变的情况下，根据第二个参数的要求进行重塑。第二个参数 `1` 指定了新数组的第二维度为 `1`。举例说明，如果原始的 `data` 是一个一维数组 `[1, 2, 3, 4]`，执行 `data.reshape(-1, 1)` 后，`data` 将变为一个二维数组 `[[1], [2], [3], [4]]`。如果原始的 `data` 是一个二维数组，比如 `[[1, 2], [3, 4]]` ，执行该操作后会将其转换为一个二维数组，其中每个元素都被转换为一个包含单个元素的列表，即 `[[1], [2], [3], [4]]`。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c9b32433-7556-4418-b7a9-56f3b15dfec2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26208, 1)\n"
     ]
    }
   ],
   "source": [
    "# 创建 StandardScaler实例，对特征进行拟合和变换\n",
    "scaler = StandardScaler()\n",
    "scaled_data = scaler.fit_transform(data)\n",
    "print(scaled_data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6641cba3-2a9d-4413-a839-6a10e714359d",
   "metadata": {},
   "source": [
    "**构建时间序列数据**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a53a60e9-a92e-4dc6-9dc4-c09d9251761f",
   "metadata": {},
   "outputs": [],
   "source": [
    "time_steps = 10\n",
    "X_list = []\n",
    "y_list = []\n",
    "\n",
    "for i in range(len(scaled_data) - time_steps):\n",
    "    X_list.append(scaled_data[i:i+time_steps])\n",
    "    y_list.append(scaled_data[i+time_steps])\n",
    "\n",
    "X = np.array(X_list) # [samples, time_steps, num_features]\n",
    "y = np.array(y_list) # [target]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00aa96d0-c5e7-4281-b3a8-969402e3711b",
   "metadata": {},
   "source": [
    "上述代码的目的是进行时间序列数据的预处理，将原始的时间序列数据转换为适合机器学习模型输入的格式。具体来说，它通过滑动窗口的方式将时间序列数据分割成多个样本，每个样本包含一定数量的时间步 `time_steps` 的特征数据以及对应的一个目标值。`time_steps`：表示每个样本中包含的时间步数。它决定了模型在预测时考虑的历史数据长度。`X_list`：用于存储分割后的特征数据样本的列表。`y_list`：用于存储每个特征数据样本对应的目标值的列表。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be463ccd-bf3b-436d-9b30-98f5b3d724c7",
   "metadata": {},
   "source": [
    "`X_list.append(features_scaled[i:i + time_steps])`：将从当前位置 `i` 开始，长度为 `time_steps` 的特征数据切片添加到 `X_list` 中。这样就得到了一系列连续的时间步的特征数据样本。\n",
    "`y_list.append(target_scaled[i + time_steps])`：将当前位置 `i + time_steps` 的目标值添加到 `y_list` 中。这个目标值对应于当前特征数据样本之后的一个时间步的目标值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e4e18d38-ab12-4511-a16f-5216593e4f65",
   "metadata": {},
   "outputs": [],
   "source": [
    "samples, time_steps, num_features = X.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12a1aae5-0177-4b6a-9eaf-4e2a41710dd7",
   "metadata": {},
   "source": [
    "**Data set segmentation**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd216f89-d2fa-4fc7-8bf8-b0404ae25fda",
   "metadata": {},
   "source": [
    "`train_test_split` split arrays or matrices into random train and test subsets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4a46f0c3-e2ed-4c2d-bd97-1cbf062f2a4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20958, 10, 1) (5240, 10, 1) (20958, 1) (5240, 1)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_valid,\\\n",
    "    y_train, y_valid = train_test_split(X, y, \n",
    "                                        test_size=0.2, \n",
    "                                        random_state=45,\n",
    "                                        shuffle=False)\n",
    "print(X_train.shape, X_valid.shape, y_train.shape, y_valid.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75c6a8ea-130d-4477-9773-e18dd715552e",
   "metadata": {},
   "source": [
    "**Data set tensor (math.)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "30dc4ba3-7dc1-4ff4-a5df-6acca350a6d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20958, 10, 1]) torch.Size([5240, 10, 1]) torch.Size([20958, 1]) torch.Size([5240, 1])\n"
     ]
    }
   ],
   "source": [
    "# 将 NumPy数组转换为 tensor张量\n",
    "X_train_tensor = torch.from_numpy(X_train).type(torch.Tensor)\n",
    "X_valid_tensor = torch.from_numpy(X_valid).type(torch.Tensor)\n",
    "y_train_tensor = torch.from_numpy(y_train).type(torch.Tensor).view(-1, 1)\n",
    "y_valid_tensor = torch.from_numpy(y_valid).type(torch.Tensor).view(-1, 1)\n",
    "\n",
    "print(X_train_tensor.shape, X_valid_tensor.shape, y_train_tensor.shape, y_valid_tensor.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f66a4be-85f9-411e-ad8d-b899d21c07af",
   "metadata": {},
   "source": [
    "`.type(torch.Tensor)` 确保张量的数据类型为标准的 `torch.Tensor` 类型，`.view(-1, 1)` 对张量进行维度调整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0afc6239-355c-4f34-b3ed-41d53d3ea3b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DataHandler(Dataset):\n",
    "    def __init__(self, X_train_tensor, y_train_tensor, X_valid_tensor, y_valid_tensor):\n",
    "        self.X_train_tensor = X_train_tensor\n",
    "        self.y_train_tensor = y_train_tensor\n",
    "        self.X_valid_tensor = X_valid_tensor\n",
    "        self.y_valid_tensor = y_valid_tensor\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.X_train_tensor)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        sample = self.X_train_tensor[idx]\n",
    "        labels = self.y_train_tensor[idx]\n",
    "        return sample, labels\n",
    "        \n",
    "    def train_loader(self):\n",
    "        train_dataset = TensorDataset(self.X_train_tensor, self.y_train_tensor)\n",
    "        return DataLoader(train_dataset, batch_size=32, shuffle=True)\n",
    "\n",
    "    def valid_loader(self):\n",
    "        valid_dataset = TensorDataset(self.X_valid_tensor, self.y_valid_tensor)\n",
    "        return DataLoader(valid_dataset, batch_size=32, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59df3ed1-4eae-4e7e-a000-1247cf16f1cc",
   "metadata": {},
   "source": [
    "在上述代码中，定义了一个名为 `DataHandler` 的类，它继承自 `torch.utils.data.Dataset`  \n",
    "`__init__` 方法用于接收数据和标签。 \n",
    "`__len__` 方法返回数据集的长度。 \n",
    "`__getitem__` 方法根据给定的索引 `idx` 返回相应的数据样本和标签。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1990b8ab-cd9f-4259-8478-7a9b879c2904",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_handler = DataHandler(X_train_tensor, y_train_tensor, X_valid_tensor, y_valid_tensor)\n",
    "train_loader = data_handler.train_loader()\n",
    "valid_loader = data_handler.valid_loader()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57791f64-117f-4e3a-9262-ab1e67b31b1d",
   "metadata": {},
   "source": [
    "在上述代码中，创建一个数据处理对象 `data_handler`，并通过该对象获取训练数据加载器 `train_loader` 和验证数据加载器 `valid_loader`，以便在深度学习模型的训练和验证过程中方便地加载数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "84a68fec-bee5-4730-9b01-d3d0ee96ad34",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Transformer(nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, num_layers, num_heads, output_dim, dropout=0.5):\n",
    "        super(Transformer, self).__init__()\n",
    "        self.embedding = nn.Linear(input_dim, hidden_dim)\n",
    "        \n",
    "        # 定义TransformerEncoder层，并设置batch_first=True\n",
    "        encoder_layer = nn.TransformerEncoderLayer(\n",
    "            d_model=hidden_dim, \n",
    "            nhead=num_heads, \n",
    "            dim_feedforward=hidden_dim * 2, \n",
    "            dropout=dropout, \n",
    "            batch_first=True)\n",
    "        self.transformer_encoder = nn.TransformerEncoder(encoder_layer, num_layers=num_layers)\n",
    "        \n",
    "        # 输出层\n",
    "        self.fc = nn.Linear(hidden_dim, output_dim)\n",
    "        \n",
    "    def forward(self, x): # x: [batch_size, seq_len, input_dim]\n",
    "        embedded = self.embedding(x)\n",
    "        # Transformer输出\n",
    "        out = self.transformer_encoder(embedded)\n",
    "        # 线性层输出\n",
    "        output = self.fc(out[:, -1, :])        \n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6cefb1ab-bd55-4aa9-857e-c1c222124856",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Transformer(input_dim = num_features, # 输入特征维度\n",
    "                    hidden_dim = 4, \n",
    "                    num_layers = 6, \n",
    "                    num_heads = 4, \n",
    "                    output_dim = 1)\n",
    "criterion_mse = nn.MSELoss()  # 定义均方误差损失函数\n",
    "criterion_mae = nn.L1Loss()  # 定义平均绝对误差损失\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=1e-04) # 定义优化器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "76ae0a9e-d0be-4b14-a7ec-0780a8df9207",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "===============================================================================================\n",
       "Layer (type:depth-idx)                        Output Shape              Param #\n",
       "===============================================================================================\n",
       "Transformer                                   [32, 1]                   --\n",
       "├─Linear: 1-1                                 [32, 10, 4]               8\n",
       "├─TransformerEncoder: 1-2                     [32, 10, 4]               --\n",
       "│    └─ModuleList: 2-1                        --                        --\n",
       "│    │    └─TransformerEncoderLayer: 3-1      [32, 10, 4]               172\n",
       "│    │    └─TransformerEncoderLayer: 3-2      [32, 10, 4]               172\n",
       "│    │    └─TransformerEncoderLayer: 3-3      [32, 10, 4]               172\n",
       "│    │    └─TransformerEncoderLayer: 3-4      [32, 10, 4]               172\n",
       "│    │    └─TransformerEncoderLayer: 3-5      [32, 10, 4]               172\n",
       "│    │    └─TransformerEncoderLayer: 3-6      [32, 10, 4]               172\n",
       "├─Linear: 1-3                                 [32, 1]                   5\n",
       "===============================================================================================\n",
       "Total params: 1,045\n",
       "Trainable params: 1,045\n",
       "Non-trainable params: 0\n",
       "Total mult-adds (Units.MEGABYTES): 0.00\n",
       "===============================================================================================\n",
       "Input size (MB): 0.00\n",
       "Forward/backward pass size (MB): 0.01\n",
       "Params size (MB): 0.00\n",
       "Estimated Total Size (MB): 0.01\n",
       "==============================================================================================="
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# batch_size, seq_len(time_steps), input_dim\n",
    "summary(model, (32, time_steps, num_features)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9858c070-63c8-4484-bea5-375c590e5f94",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model, iterator, optimizer):\n",
    "    epoch_loss_mse = 0\n",
    "    epoch_loss_mae = 0\n",
    "\n",
    "    model.train()  # 确保模型处于训练模式\n",
    "    for batch in iterator:\n",
    "        optimizer.zero_grad()  # 清空梯度\n",
    "        inputs, targets = batch  # 获取输入和目标值\n",
    "        outputs = model(inputs)  # 前向传播\n",
    "\n",
    "        loss_mse = criterion_mse(outputs, targets)  # 计算损失\n",
    "        loss_mae = criterion_mae(outputs, targets)\n",
    "\n",
    "        combined_loss = loss_mse + loss_mae  # 可以根据需要调整两者的权重\n",
    "\n",
    "        combined_loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        epoch_loss_mse += loss_mse.item()  # 累计损失\n",
    "        epoch_loss_mae += loss_mae.item()\n",
    "\n",
    "    average_loss_mse = epoch_loss_mse / len(iterator)  # 计算平均损失\n",
    "    average_loss_mae = epoch_loss_mae / len(iterator)\n",
    "\n",
    "    return average_loss_mse, average_loss_mae"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8eb6c86-fa82-4464-be0a-a744704fe689",
   "metadata": {},
   "source": [
    "上述代码定义了一个名为 `train` 的函数，用于训练给定的模型。它接收模型、数据迭代器、优化器作为参数，并返回训练过程中的平均损失。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d5d89a8c-5322-459a-803c-16d53714398d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(model, iterator):\n",
    "    epoch_loss_mse = 0\n",
    "    epoch_loss_mae = 0\n",
    "\n",
    "    model.eval()  # 将模型设置为评估模式，例如关闭 Dropout 等\n",
    "    with torch.no_grad():  # 不需要计算梯度\n",
    "        for batch in iterator:\n",
    "            inputs, targets = batch\n",
    "            outputs = model(inputs)  # 前向传播\n",
    "\n",
    "            loss_mse = criterion_mse(outputs, targets)  # 计算损失\n",
    "            loss_mae = criterion_mae(outputs, targets)\n",
    "\n",
    "            epoch_loss_mse += loss_mse.item()  # 累计损失\n",
    "            epoch_loss_mae += loss_mae.item()\n",
    "\n",
    "    return epoch_loss_mse / len(iterator), epoch_loss_mae / len(iterator)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c22781c-cecd-45dc-8f91-3d0a60f12027",
   "metadata": {},
   "source": [
    "上述代码定义了一个名为 `evaluate` 的函数，用于评估给定模型在给定数据迭代器上的性能。它接收模型、数据迭代器作为参数，并返回评估过程中的平均损失。这个函数通常在模型训练的过程中定期被调用，以监控模型在验证集或测试集上的性能。通过评估模型的性能，可以了解模型的泛化能力和训练的进展情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f6400c3d-9e4f-48ce-a6ca-1963760a4435",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 01, Train MSELoss: 0.96607, Train MAELoss: 0.817, Val. MSELoss: 0.55485, Val. MAELoss: 0.596\n",
      "Epoch: 02, Train MSELoss: 0.48439, Train MAELoss: 0.551, Val. MSELoss: 0.22165, Val. MAELoss: 0.370\n",
      "Epoch: 03, Train MSELoss: 0.27256, Train MAELoss: 0.398, Val. MSELoss: 0.20076, Val. MAELoss: 0.355\n",
      "Epoch: 04, Train MSELoss: 0.23262, Train MAELoss: 0.365, Val. MSELoss: 0.18164, Val. MAELoss: 0.335\n",
      "Epoch: 05, Train MSELoss: 0.21351, Train MAELoss: 0.347, Val. MSELoss: 0.15548, Val. MAELoss: 0.304\n",
      "Epoch: 06, Train MSELoss: 0.19141, Train MAELoss: 0.324, Val. MSELoss: 0.12113, Val. MAELoss: 0.256\n",
      "Epoch: 07, Train MSELoss: 0.17112, Train MAELoss: 0.303, Val. MSELoss: 0.10281, Val. MAELoss: 0.231\n",
      "Epoch: 08, Train MSELoss: 0.15281, Train MAELoss: 0.284, Val. MSELoss: 0.09107, Val. MAELoss: 0.214\n",
      "Epoch: 09, Train MSELoss: 0.13673, Train MAELoss: 0.269, Val. MSELoss: 0.08036, Val. MAELoss: 0.198\n",
      "Epoch: 10, Train MSELoss: 0.12579, Train MAELoss: 0.257, Val. MSELoss: 0.07414, Val. MAELoss: 0.189\n",
      "Epoch: 11, Train MSELoss: 0.11624, Train MAELoss: 0.247, Val. MSELoss: 0.06752, Val. MAELoss: 0.182\n",
      "Epoch: 12, Train MSELoss: 0.10734, Train MAELoss: 0.238, Val. MSELoss: 0.06257, Val. MAELoss: 0.176\n",
      "Epoch: 13, Train MSELoss: 0.10001, Train MAELoss: 0.232, Val. MSELoss: 0.05996, Val. MAELoss: 0.175\n",
      "Epoch: 14, Train MSELoss: 0.09151, Train MAELoss: 0.222, Val. MSELoss: 0.05434, Val. MAELoss: 0.166\n",
      "Epoch: 15, Train MSELoss: 0.08589, Train MAELoss: 0.215, Val. MSELoss: 0.05142, Val. MAELoss: 0.162\n",
      "Epoch: 16, Train MSELoss: 0.07977, Train MAELoss: 0.208, Val. MSELoss: 0.04822, Val. MAELoss: 0.158\n",
      "Epoch: 17, Train MSELoss: 0.07528, Train MAELoss: 0.202, Val. MSELoss: 0.04629, Val. MAELoss: 0.155\n",
      "Epoch: 18, Train MSELoss: 0.07052, Train MAELoss: 0.196, Val. MSELoss: 0.04414, Val. MAELoss: 0.152\n",
      "Epoch: 19, Train MSELoss: 0.06607, Train MAELoss: 0.190, Val. MSELoss: 0.04215, Val. MAELoss: 0.148\n",
      "Epoch: 20, Train MSELoss: 0.06367, Train MAELoss: 0.186, Val. MSELoss: 0.04147, Val. MAELoss: 0.148\n",
      "Epoch: 21, Train MSELoss: 0.06186, Train MAELoss: 0.183, Val. MSELoss: 0.04006, Val. MAELoss: 0.146\n",
      "Epoch: 22, Train MSELoss: 0.05844, Train MAELoss: 0.178, Val. MSELoss: 0.03925, Val. MAELoss: 0.144\n",
      "Epoch: 23, Train MSELoss: 0.05561, Train MAELoss: 0.173, Val. MSELoss: 0.03953, Val. MAELoss: 0.146\n",
      "Epoch: 24, Train MSELoss: 0.05438, Train MAELoss: 0.171, Val. MSELoss: 0.03842, Val. MAELoss: 0.143\n",
      "Epoch: 25, Train MSELoss: 0.05296, Train MAELoss: 0.168, Val. MSELoss: 0.03795, Val. MAELoss: 0.142\n",
      "Epoch: 26, Train MSELoss: 0.05196, Train MAELoss: 0.166, Val. MSELoss: 0.03755, Val. MAELoss: 0.142\n",
      "Epoch: 27, Train MSELoss: 0.05093, Train MAELoss: 0.164, Val. MSELoss: 0.03764, Val. MAELoss: 0.142\n",
      "Epoch: 28, Train MSELoss: 0.04902, Train MAELoss: 0.162, Val. MSELoss: 0.03788, Val. MAELoss: 0.144\n",
      "Epoch: 29, Train MSELoss: 0.04860, Train MAELoss: 0.161, Val. MSELoss: 0.03672, Val. MAELoss: 0.141\n",
      "Epoch: 30, Train MSELoss: 0.04771, Train MAELoss: 0.159, Val. MSELoss: 0.03668, Val. MAELoss: 0.140\n",
      "Epoch: 31, Train MSELoss: 0.04676, Train MAELoss: 0.158, Val. MSELoss: 0.03647, Val. MAELoss: 0.140\n",
      "Epoch: 32, Train MSELoss: 0.04661, Train MAELoss: 0.158, Val. MSELoss: 0.03700, Val. MAELoss: 0.141\n",
      "Epoch: 33, Train MSELoss: 0.04646, Train MAELoss: 0.157, Val. MSELoss: 0.03631, Val. MAELoss: 0.139\n",
      "Epoch: 34, Train MSELoss: 0.04579, Train MAELoss: 0.156, Val. MSELoss: 0.03629, Val. MAELoss: 0.140\n",
      "Epoch: 35, Train MSELoss: 0.04521, Train MAELoss: 0.155, Val. MSELoss: 0.03632, Val. MAELoss: 0.140\n",
      "Epoch: 36, Train MSELoss: 0.04483, Train MAELoss: 0.154, Val. MSELoss: 0.03626, Val. MAELoss: 0.140\n",
      "Epoch: 37, Train MSELoss: 0.04465, Train MAELoss: 0.154, Val. MSELoss: 0.03618, Val. MAELoss: 0.139\n",
      "Epoch: 38, Train MSELoss: 0.04417, Train MAELoss: 0.153, Val. MSELoss: 0.03616, Val. MAELoss: 0.139\n",
      "Epoch: 39, Train MSELoss: 0.04425, Train MAELoss: 0.153, Val. MSELoss: 0.03606, Val. MAELoss: 0.139\n",
      "Epoch: 40, Train MSELoss: 0.04396, Train MAELoss: 0.153, Val. MSELoss: 0.03617, Val. MAELoss: 0.140\n",
      "Epoch: 41, Train MSELoss: 0.04350, Train MAELoss: 0.152, Val. MSELoss: 0.03599, Val. MAELoss: 0.139\n",
      "Epoch: 42, Train MSELoss: 0.04313, Train MAELoss: 0.152, Val. MSELoss: 0.03601, Val. MAELoss: 0.139\n",
      "Epoch: 43, Train MSELoss: 0.04331, Train MAELoss: 0.152, Val. MSELoss: 0.03611, Val. MAELoss: 0.139\n",
      "Epoch: 44, Train MSELoss: 0.04324, Train MAELoss: 0.152, Val. MSELoss: 0.03619, Val. MAELoss: 0.140\n",
      "Epoch: 45, Train MSELoss: 0.04287, Train MAELoss: 0.151, Val. MSELoss: 0.03604, Val. MAELoss: 0.140\n",
      "Epoch: 46, Train MSELoss: 0.04256, Train MAELoss: 0.150, Val. MSELoss: 0.03592, Val. MAELoss: 0.139\n",
      "Epoch: 47, Train MSELoss: 0.04249, Train MAELoss: 0.150, Val. MSELoss: 0.03588, Val. MAELoss: 0.139\n",
      "Epoch: 48, Train MSELoss: 0.04241, Train MAELoss: 0.150, Val. MSELoss: 0.03589, Val. MAELoss: 0.139\n",
      "Epoch: 49, Train MSELoss: 0.04216, Train MAELoss: 0.150, Val. MSELoss: 0.03583, Val. MAELoss: 0.139\n",
      "Epoch: 50, Train MSELoss: 0.04276, Train MAELoss: 0.151, Val. MSELoss: 0.03591, Val. MAELoss: 0.139\n",
      "Epoch: 51, Train MSELoss: 0.04213, Train MAELoss: 0.150, Val. MSELoss: 0.03589, Val. MAELoss: 0.139\n",
      "Epoch: 52, Train MSELoss: 0.04194, Train MAELoss: 0.149, Val. MSELoss: 0.03593, Val. MAELoss: 0.140\n",
      "Epoch: 53, Train MSELoss: 0.04193, Train MAELoss: 0.149, Val. MSELoss: 0.03590, Val. MAELoss: 0.139\n",
      "Epoch: 54, Train MSELoss: 0.04178, Train MAELoss: 0.149, Val. MSELoss: 0.03586, Val. MAELoss: 0.139\n",
      "Epoch: 55, Train MSELoss: 0.04182, Train MAELoss: 0.149, Val. MSELoss: 0.03622, Val. MAELoss: 0.140\n",
      "Epoch: 56, Train MSELoss: 0.04134, Train MAELoss: 0.148, Val. MSELoss: 0.03599, Val. MAELoss: 0.139\n",
      "Epoch: 57, Train MSELoss: 0.04166, Train MAELoss: 0.149, Val. MSELoss: 0.03576, Val. MAELoss: 0.139\n",
      "Epoch: 58, Train MSELoss: 0.04134, Train MAELoss: 0.148, Val. MSELoss: 0.03585, Val. MAELoss: 0.139\n",
      "Epoch: 59, Train MSELoss: 0.04143, Train MAELoss: 0.149, Val. MSELoss: 0.03588, Val. MAELoss: 0.139\n",
      "Epoch: 60, Train MSELoss: 0.04130, Train MAELoss: 0.148, Val. MSELoss: 0.03587, Val. MAELoss: 0.139\n",
      "Epoch: 61, Train MSELoss: 0.04124, Train MAELoss: 0.148, Val. MSELoss: 0.03605, Val. MAELoss: 0.140\n",
      "Epoch: 62, Train MSELoss: 0.04136, Train MAELoss: 0.148, Val. MSELoss: 0.03572, Val. MAELoss: 0.139\n",
      "Epoch: 63, Train MSELoss: 0.04126, Train MAELoss: 0.148, Val. MSELoss: 0.03577, Val. MAELoss: 0.139\n",
      "Epoch: 64, Train MSELoss: 0.04122, Train MAELoss: 0.148, Val. MSELoss: 0.03594, Val. MAELoss: 0.139\n",
      "Epoch: 65, Train MSELoss: 0.04117, Train MAELoss: 0.148, Val. MSELoss: 0.03606, Val. MAELoss: 0.140\n",
      "Epoch: 66, Train MSELoss: 0.04109, Train MAELoss: 0.147, Val. MSELoss: 0.03577, Val. MAELoss: 0.139\n",
      "Epoch: 67, Train MSELoss: 0.04105, Train MAELoss: 0.148, Val. MSELoss: 0.03576, Val. MAELoss: 0.139\n",
      "Epoch: 68, Train MSELoss: 0.04072, Train MAELoss: 0.147, Val. MSELoss: 0.03569, Val. MAELoss: 0.139\n",
      "Epoch: 69, Train MSELoss: 0.04097, Train MAELoss: 0.148, Val. MSELoss: 0.03572, Val. MAELoss: 0.139\n",
      "Epoch: 70, Train MSELoss: 0.04107, Train MAELoss: 0.148, Val. MSELoss: 0.03659, Val. MAELoss: 0.142\n",
      "Epoch: 71, Train MSELoss: 0.04087, Train MAELoss: 0.147, Val. MSELoss: 0.03582, Val. MAELoss: 0.139\n",
      "Epoch: 72, Train MSELoss: 0.04066, Train MAELoss: 0.147, Val. MSELoss: 0.03599, Val. MAELoss: 0.139\n",
      "Epoch: 73, Train MSELoss: 0.04077, Train MAELoss: 0.147, Val. MSELoss: 0.03606, Val. MAELoss: 0.139\n",
      "Epoch: 74, Train MSELoss: 0.04074, Train MAELoss: 0.147, Val. MSELoss: 0.03576, Val. MAELoss: 0.139\n",
      "Epoch: 75, Train MSELoss: 0.04061, Train MAELoss: 0.147, Val. MSELoss: 0.03569, Val. MAELoss: 0.139\n",
      "Epoch: 76, Train MSELoss: 0.04077, Train MAELoss: 0.147, Val. MSELoss: 0.03570, Val. MAELoss: 0.139\n",
      "Epoch: 77, Train MSELoss: 0.04068, Train MAELoss: 0.147, Val. MSELoss: 0.03570, Val. MAELoss: 0.139\n",
      "Epoch: 78, Train MSELoss: 0.04082, Train MAELoss: 0.147, Val. MSELoss: 0.03600, Val. MAELoss: 0.140\n",
      "Epoch: 79, Train MSELoss: 0.04049, Train MAELoss: 0.147, Val. MSELoss: 0.03578, Val. MAELoss: 0.139\n",
      "Epoch: 80, Train MSELoss: 0.04066, Train MAELoss: 0.147, Val. MSELoss: 0.03572, Val. MAELoss: 0.139\n",
      "Epoch: 81, Train MSELoss: 0.04079, Train MAELoss: 0.147, Val. MSELoss: 0.03606, Val. MAELoss: 0.139\n",
      "Epoch: 82, Train MSELoss: 0.04055, Train MAELoss: 0.147, Val. MSELoss: 0.03588, Val. MAELoss: 0.139\n",
      "Epoch: 83, Train MSELoss: 0.04058, Train MAELoss: 0.147, Val. MSELoss: 0.03575, Val. MAELoss: 0.139\n",
      "Epoch: 84, Train MSELoss: 0.04064, Train MAELoss: 0.147, Val. MSELoss: 0.03580, Val. MAELoss: 0.139\n",
      "Epoch: 85, Train MSELoss: 0.04064, Train MAELoss: 0.147, Val. MSELoss: 0.03577, Val. MAELoss: 0.139\n",
      "Epoch: 86, Train MSELoss: 0.04043, Train MAELoss: 0.147, Val. MSELoss: 0.03606, Val. MAELoss: 0.140\n",
      "Epoch: 87, Train MSELoss: 0.04056, Train MAELoss: 0.147, Val. MSELoss: 0.03583, Val. MAELoss: 0.139\n",
      "Epoch: 88, Train MSELoss: 0.04064, Train MAELoss: 0.147, Val. MSELoss: 0.03586, Val. MAELoss: 0.139\n",
      "Epoch: 89, Train MSELoss: 0.04062, Train MAELoss: 0.147, Val. MSELoss: 0.03581, Val. MAELoss: 0.139\n",
      "Epoch: 90, Train MSELoss: 0.04046, Train MAELoss: 0.147, Val. MSELoss: 0.03576, Val. MAELoss: 0.139\n",
      "Epoch: 91, Train MSELoss: 0.04057, Train MAELoss: 0.147, Val. MSELoss: 0.03579, Val. MAELoss: 0.139\n",
      "Epoch: 92, Train MSELoss: 0.04055, Train MAELoss: 0.147, Val. MSELoss: 0.03592, Val. MAELoss: 0.140\n",
      "Epoch: 93, Train MSELoss: 0.04049, Train MAELoss: 0.147, Val. MSELoss: 0.03571, Val. MAELoss: 0.139\n",
      "Epoch: 94, Train MSELoss: 0.04039, Train MAELoss: 0.147, Val. MSELoss: 0.03578, Val. MAELoss: 0.139\n",
      "Epoch: 95, Train MSELoss: 0.04067, Train MAELoss: 0.147, Val. MSELoss: 0.03586, Val. MAELoss: 0.139\n",
      "Epoch: 96, Train MSELoss: 0.04070, Train MAELoss: 0.147, Val. MSELoss: 0.03579, Val. MAELoss: 0.139\n",
      "Epoch: 97, Train MSELoss: 0.04034, Train MAELoss: 0.147, Val. MSELoss: 0.03579, Val. MAELoss: 0.139\n",
      "Epoch: 98, Train MSELoss: 0.04034, Train MAELoss: 0.147, Val. MSELoss: 0.03570, Val. MAELoss: 0.139\n",
      "Epoch: 99, Train MSELoss: 0.04043, Train MAELoss: 0.147, Val. MSELoss: 0.03566, Val. MAELoss: 0.139\n",
      "Epoch: 100, Train MSELoss: 0.04040, Train MAELoss: 0.147, Val. MSELoss: 0.03574, Val. MAELoss: 0.140\n"
     ]
    }
   ],
   "source": [
    "epoch = 100\n",
    "train_mselosses = []\n",
    "valid_mselosses = []\n",
    "train_maelosses = []\n",
    "valid_maelosses = []\n",
    "\n",
    "for epoch in range(epoch):\n",
    "    train_loss_mse, train_loss_mae = train(model, train_loader, optimizer)\n",
    "    valid_loss_mse, valid_loss_mae = evaluate(model, valid_loader)\n",
    "    \n",
    "    train_mselosses.append(train_loss_mse)\n",
    "    valid_mselosses.append(valid_loss_mse)\n",
    "    train_maelosses.append(train_loss_mae)\n",
    "    valid_maelosses.append(valid_loss_mae)\n",
    "    \n",
    "    print(f'Epoch: {epoch+1:02}, Train MSELoss: {train_loss_mse:.5f}, Train MAELoss: {train_loss_mae:.3f}, Val. MSELoss: {valid_loss_mse:.5f}, Val. MAELoss: {valid_loss_mae:.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51c5c1b8-1851-4845-a1bf-a324eeb25930",
   "metadata": {},
   "source": [
    "Plotting training and validation loss over epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "760cfece-1586-4f1b-8be5-6a5d1dbc32ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制 MSE损失图\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(train_mselosses, label='Train MSELoss')\n",
    "plt.plot(valid_mselosses, label='Validation MSELoss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('MSELoss')\n",
    "plt.title('Train and Validation MSELoss')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "# 绘制 MAE损失图\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(train_maelosses, label='Train MAELoss')\n",
    "plt.plot(valid_maelosses, label='Validation MAELoss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('MAELoss')\n",
    "plt.title('Train and Validation MAELoss')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2320df4d-34d9-423a-baae-c3a4eba4243f",
   "metadata": {},
   "source": [
    "# <font face= 'Comic Sans MS' size= 6 color= '#b89bd5'>Model evaluation</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7eb05680-5029-43d5-8603-206b83bfb03c",
   "metadata": {},
   "source": [
    "定义预测函数 `prediction` 以方便调用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "033d6a20-c878-4a5a-9ccd-061146dd5f3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义 prediction函数\n",
    "def prediction(model, iterator): \n",
    "    all_targets = []\n",
    "    all_predictions = []\n",
    "\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        for batch in iterator:\n",
    "            inputs, targets = batch\n",
    "            predictions = model(inputs)\n",
    "            \n",
    "            all_targets.extend(targets.numpy())\n",
    "            all_predictions.extend(predictions.numpy())\n",
    "    return all_targets, all_predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14d69be6-a911-4cc9-a6c3-ab6870df76f3",
   "metadata": {},
   "source": [
    "这段代码定义了一个名为 `prediction` 的函数，其主要目的是使用给定的模型对输入数据进行预测，并收集所有的目标值和预测值。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "251b793b-20c8-4a73-bcb0-88490d206204",
   "metadata": {},
   "source": [
    "**验证集预测**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c2fd8a57-d32a-48dd-aa71-6ba02a772036",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模型预测\n",
    "targets, predictions = prediction(model, valid_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "36a30856-f88b-4455-9815-75381fd901ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "denormalized_targets = scaler.inverse_transform(targets)\n",
    "denormalized_predictions = scaler.inverse_transform(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "03068da2-c682-4f29-bb00-1de70cb1c915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[100.00000053],\n",
       "       [ 96.99999976],\n",
       "       [ 96.00000103],\n",
       "       [ 82.99999921],\n",
       "       [ 77.00000225],\n",
       "       [ 84.00000023],\n",
       "       [ 81.00000175],\n",
       "       [ 76.00000123],\n",
       "       [ 80.00000073],\n",
       "       [ 82.99999921]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "denormalized_targets[0:10, ...]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fdb34f40-c63c-4d41-9d4e-23fc325dd5ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the data\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.style.use('_mpl-gallery')\n",
    "plt.title('Comparison of validation set prediction results')\n",
    "plt.plot(denormalized_targets, color='steelblue',label='Actual Value')\n",
    "plt.plot(denormalized_predictions, color='orange', label='Valid Value')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b430808-b522-4951-9622-c17f29143c25",
   "metadata": {},
   "source": [
    "**回归拟合图**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "064df01a-a5a3-49e5-b84e-a669a5d94464",
   "metadata": {},
   "source": [
    "`regplot()` 函数绘制数据图并拟合线性回归模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "363da4ac-7a1e-4f29-8854-e28386e4e7ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 5), dpi=100)\n",
    "sns.regplot(x=denormalized_targets, y=denormalized_predictions, scatter=True, marker=\"*\", color='gold',line_kws={'color': 'red'})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02c2a77b-921c-4007-aa36-b3a781a99a59",
   "metadata": {},
   "source": [
    "**评估指标**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49242ad7-b1fa-495f-a155-3f57f5b2d8d9",
   "metadata": {},
   "source": [
    "通过调用 `sklearn.metrics` 模块中的 `mean_absolute_error` `mean_absolute_percentage_error` `mean_squared_error` `root_mean_squared_error` `r2_score` 函数来评估模型性能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0f6b2984-df04-45c6-879c-bff640996c84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 0.1395\n",
      "MAPE: 51.7106%\n",
      "MSE: 0.0357\n",
      "RMSE: 0.1890\n",
      "R²: 0.9622\n"
     ]
    }
   ],
   "source": [
    "mae = mean_absolute_error(targets, predictions)\n",
    "print(f\"MAE: {mae:.4f}\")\n",
    "\n",
    "mape = mean_absolute_percentage_error(targets, predictions)\n",
    "print(f\"MAPE: {mape * 100:.4f}%\")\n",
    "\n",
    "mse = mean_squared_error(targets, predictions)\n",
    "print(f\"MSE: {mse:.4f}\")\n",
    "\n",
    "rmse = root_mean_squared_error(targets, predictions)\n",
    "print(f\"RMSE: {rmse:.4f}\")\n",
    "\n",
    "r2 = r2_score(targets, predictions)\n",
    "print(f\"R²: {r2:.4f}\")"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "id": "da5f02f4-1cac-4d92-b869-ee535945609c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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